Wind speed forecasting: Present status

2010 International Conference on Power System Technology: Technological Innovations Making Power Grid Smarter, POWERCON2010

Volumn , Issue , 2010, Pages

  Bhaskar, Melam ^a   Jain, Amit ^a   Srinath, N Venkata ^a  

^a INTERNATIONAL INSTITUTE OF INFORMATION TECHNOLOGY   (India)

Author keywords

Artificial neural networks; Fuzzy method; Genetic algorithm; Particle swarm optimization; Smart grid; Support vector machine; Tabu search; Wind speed

Indexed keywords

ARTIFICIAL NEURAL NETWORK; FUZZY METHODS; PARTICLE SWARM; SMART GRID; WIND SPEED;

BIOLOGY; ELECTRIC POWER GENERATION; ELECTRIC UTILITIES; FUZZY NEURAL NETWORKS; GENETIC ALGORITHMS; INNOVATION; MATHEMATICAL MODELS; MESH GENERATION; PARTICLE SWARM OPTIMIZATION (PSO); RESEARCH; SPEED; SUPPORT VECTOR MACHINES; SURVEYS; TABU SEARCH; TECHNOLOGICAL FORECASTING; UNCERTAINTY ANALYSIS; WEATHER FORECASTING; WIND EFFECTS; WIND POWER;

ELECTRIC LOAD FORECASTING;

EID: 78751515132     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/POWERCON.2010.5666623     Document Type: Conference Paper

References (53)

1. K. Sreeklakshmi, and P. Ramakanth kumar, "Performance evaluation of short term wind speed prediction techniques," International Journal of Computer Science and Network Security, Vol.8, issue 8, pp.162-169, Aug.2008.
2. M. Negnevitsky, P. Mandal, A. K. Srivastava, "An overview of forecasting problems and techniques in power systems," Power & Energy Society General Meeting, 2009. PES '09. IEEE, vol., no., pp.1-4, 26-30 July 2009
3. Ahlstrom, L. Jones, R. Zavadil, and W. Grant, "The future of wind forecasting and utility operations," Power and Energy Magazine, IEEE, vol.3, no.6, pp. 57-64, Nov.-Dec. 2005.
4. T. Ackermann, G. Ancell, L. D. Borup, P. B. Eriksen, B. Ernst, F. Groome, M. Lange, C. Mohrlen, and A. G. Orths, J. O'Sullivan, M. de la Torre, "Where the wind blows," Power and Energy Magazine, IEEE, vol.7, no.6, pp.65-75, November-December 2009.
5. Yuan-Kang Wu and Jing-Shan Hong, "A literature review of wind forecasting technology in the world," Power Tech, 2007 IEEE Lausanne, pp.504-509, 1-5 July 2007.
6. Kulkarni, Makarand A., Patil, Sunil, G. V Rama, P. N Sen, "Wind speed prediction using statistical regression and neural network," Journal of Earth System Science, vol. 117, issue 4, pp. 457-463, 2008.
7. Rajesh G. Kavasseri, and Krithika Seetharaman, "Day-ahead wind speed forecasting using f-ARIMA models," Renewable Energy, vol. 34, Issue 5, pp. 1388-1393, May 2009.
8. G. Sideratos, and N. D. Hatziargyriou, "An Advanced Statistical Method for Wind Power Forecasting," IEEE Transactions on Power Systems, vol.22, no.1, pp.258-265, Feb. 2007.
9. Michael Milligan, Marc Schwartz and Yih-Huei Wan, "Statistical Wind Power Forecasting for U.S. Wind Farms", the 17th Conference on Probability and Statistics in the Atmospheric Sciences/2004 American Meteorological Society Annual MeetingSeattle, Washington, January 11-15, 2004
10. T. H. M. El-Fouly, E. F. El-Saadany, and M. M. A. Salama, "One Day Ahead Prediction of Wind Speed and Direction," IEEE Transactions on Energy Conversion, vol.23, no.1, pp.191-201, March 2008.
11. J. L. Torres, A. García, M. De Blas and A. De Francisco, "Forecast of hourly average wind speed with ARMA model in Navarre (Spain)", Solar Energy, vol. 79, Issue 1, Pp 65-77, July 2005.
12. M. S. Miranda, and R.W. Dunn, "One-hour-ahead wind speed prediction using a Bayesian methodology," Power Engineering Society General Meeting, 2006 IEEE, pp.6, 2006.
13. Mohammad Monfared, Hasan Rastegar, and Hossein Madadi Kojabadi, "A new strategy for wind speed forecasting using artificial intelligent methods," Renewable Energy, vol. 34, Issue 3, pp. 845-848, March 2009.
14. George Sideratos and N.D. Hatziargyriou,"Application of Radial Basis Function Networks for Wind Power Forecasting". ICANN 2006, Part II, LNCS 4132, pp. 726-735, 2006.
15. Fatih O. Hocaoglu, Yusuf Oysal, and Mehmet Kurban, "Missing wind data forecasting with adaptive neuro-fuzzy inference system," Neural Computing & Applications, vol. 18, Issue 3, pp. 207-212, April 2009.
16. P. Pinson, and G.N. Kariniotakis, "Wind power forecasting using fuzzy neural networks enhanced with on-line prediction risk assessment," Power Tech Conference Proceedings, 2003 IEEE Bologna , vol.2, pp. 8 pp. vol.2-, 23-26 June 2003
17. R. E. Abdel-Aal, M. A. Elhadidy, and S. M. Shaahid, "Modeling and forecasting the mean hourly wind speed time series using GMDH-based abductive networks," Renewable Energy, vol. 34, Issue 7, pp. 1686-1699, July 2009.
18. X. Wang, G. Sideratos, N. Hatziargyriou, and L.H. Tsoukalas, "Wind speed forecasting for power system operational planning,", 2004 International Conference on Probabilistic Methods Applied to Power Systems, pp: 470-474, 12-16 Sept2004.
19. G. N Kariniotakis, G. S. Stavrakakis, and Nogaret, "Wind power forecasting using advanced neural networks models," IEEE Transactions on Energy Conversion, vol.11, no.4, pp.762-767, Dec 1996.
20. G.N Kariniotakis,"Forecasting of Wind Parks Production by Dynamic Fuzzy Models with Optimal Generalisation Capacity," Proc.of the 12th ISAP 03, ISAP 03/032, Lemnos (September2003)
21. Anurag More, and M. C. Deo, "Forecasting wind with neural networks," Marine Structures, vol. 16, Issue 1, pp. 35-49, January-February 2003.
22. T.G. Barbounis, J.B. Theocharis, "Locally recurrent neural networks for wind speed prediction using spatial correlation," Information Sciences, vol. 177, Issue 24, 15 December 2007.
23. Liang Wu, Jeongje Park, Jaeseok Choi, Junmin Cha and Kwang Y. Lee, "A Study on Wind Speed Prediction using Artificial Neural Network at Jeju Island in Korea," IEEE T&D Asia 2009
24. P. Lopez, R. Velo, and F. Maseda, "Effect of direction on wind speed estimation in complex terrain using neural networks," Renewable Energy, vol. 33, Issue 10, pp. 2266-2272, October 2008.
25. Yiannis A. Katsigiannis, Antonis G. Tsikalakis, Pavlos S. Georgilakis, and Nikos D. Hatziargyriou, Advances in Artificial Intelligence, Improved Wind Power Forecasting Using a Combined Neuro-fuzzy and Artificial Neural Network Model, pp:105-115, http://www.springerlink.com/content/3q077r6464518k36
26. M. A. Mohandes, T. O. Halawani, S. Rehman, and Ahmed A. Hussain, "Support vector machines for wind speed prediction," Renewable Energy, vol. 29, Issue 6, pp. 939-947, May 2004.
27. Y. Gao, and R. Billinton, "Adequacy assessment of generating systems containing wind power considering wind speed correlation," Renewable Power Generation, IET , vol.3, no.2, pp.217-226, June 2009
28. LI Xingpei, LID Yibing,and XIN Weidong, "Wind Speed Prediction Based on Genetic Neural Network," ICIEA, pp.2448-2451, 2009
29. Richard L. Welch, Stephen M. Ruffing, and Ganesh K. Venayagamoorthy, "Comparison of Feedforward and Feedback Neural Network Architectures for Short Term Wind Speed Prediction," Proceedings of International Joint Conference on Neural Networks, pp.3335-3340, Jun.2009
30. V. Miranda, C. Cerqueira, and C. Monteiro, "Training a FIS with EPSO under an Entropy Criterion for Wind Power prediction," International Conference on Probabilistic Methods Applied to Power Systems, 2006. PMAPS 2006, pp.1-8, 11-15 June 2006
31. René Jursa, "Wind Power Prediction by using Ensemble Models", Available: http://renknownet.iset.uni-kassel.de
32. Juan J. Flores, Roberto Loaeza, Héctor Rodríguez, and Erasmo Cadenas, MICAI 2009: Advances in Artificial Intelligence, Wind Speed Forecasting Using a Hybrid Neural-Evolutive Approach, pp: 600-609, http://www.springerlink.com/content/r251u33n1m4l2113.
33. I. G. Damousis, M. C. Alexiadis, J. B. Theocharis, and P. S. Dokopoulos, "A fuzzy model for wind speed prediction and power generation in wind parks using spatial correlation," IEEE Transactions on Energy Conversion, vol.19, no.2, pp. 352-361, June 2004.
34. Cameron Potter, Martin Ringrose, and Michael Negnevitsky, "Short- Term Wind Forecasting Techniques For Power Generation," Australasian Universities Power Engineering Conference (AUPEC 2004), Brisbane, Australia, 26-29 September 2004.
35. K. Methaprayoon, C. Yingvivatanapong, Wei-Jen Lee, and J. R. Liao, "An Integration of ANN Wind Power Estimation Into Unit Commitment Considering the Forecasting Uncertainty," Industry Applications, IEEE Transactions on, vol.43, no.6, pp.1441-1448, Nov.-dec. 2007.
36. R. Jursa, B. Lange and K. Rohrig: "Advanced Wind Power Prediction with Artificial Intelligence Methods", First International ICSC Symposium on Artificial Intelligence in Energy Systems and Power, Island of Madeira, Portugal,Feb. 7 - Feb. 10, 2006.
37. C. Hervás-Martínez, P.A. Gutiérrez, J.C. Fernández, S. Salcedo-Sanz, A. Portilla-Figueras, A. Pérez-Bellido and L. Prieto, "Hyperbolic Tangent Basis Function Neural Networks Training by Hybrid Evolutionary Programming for Accurate Short-Term Wind Speed Prediction," 2009 Ninth International Conference on Intelligent Systems Design and Applications, pp.193-198, 2009.
38. Han Shuang, Liu Yongqian, and Yang Yongping, "Taboo Search Algorithm Based ANN Model for Wind Speed Prediction," 2nd IEEE Conference on Industrial Electronics and Applications, 2007. ICIEA 2007, pp.2599-2602, 23-25 May 2007
39. Xing-Jie Liu; Zeng-Qiang Mi; Bai Lu; Wu Tao; , "A Novel Approach for Wind Speed Forecasting Based on EMD and Time-Series Analysis," Power and Energy Engineering Conference, 2009. APPEEC 2009. Asia-Pacific , vol., no., pp.1-4, 27-31 March 2009.
40. Sanz, S.S.; Perez, A.B.; Ortiz, E.G.; Portilla, A.F.; Prieto, L.; Paredes, D.; Correoso, F.; , "Short-Term Wind Speed Prediction by Hybridizing Global and Mesoscale Forecasting Models with Artificial Neural Networks," Hybrid Intelligent Systems, 2008. HIS '08. Eighth International Conference on , vol., no., pp.608-612, 10-12 Sept. 2008.
41. C. Monteiro, R. Bessa, V. Miranda, A. Botterud, J. Wang, and G. Conzelmann, "Wind Power Forecasting: State-of-the-Art 2009", Decision and Information Sciences Division, Argonne National Laboratory, Argonne, Illinois, Nov. 2009.
42. http://www.awstruepower.com
43. http://www.windlogics.com
44. http://www.3tier.com
45. http://www.amiace.com/windenergy.htm
46. http://energymeteo.de
47. http://www.eurowind-gmbh.de/english/Loesungen/sowie.php
48. http://www.garradhassan.com/services/ghforecaster/index.php
49. http://www.meteologica.com/meteologica/eolicabil-en.htm
50. http://www.prediktor.dk
51. http://www.weprog.com
52. http://www.meteo.nl/meteo/index.phtml
53. http://www.aleasoft.com/1-aleawind-wind-energy-forecasting.html